Predictive accuracy of BIA equations for estimating fat-free mass of black men
Abstract
This study assessed the predictive accuracy of previously published bioelectrical impedence analysis (BIA) equations in estimating the fat-free mass (FFM) of black men, 19 to 50 years. The reference method was hydrostatic weighing (HW) at residual lung volume. Body density (Db) was converted to relative body fat (%BF) for calculation of FFMHW using the Schutte et al. equation. Resistance and reactance were measured with a Valhalla bioimpedance analyzer. Age-specific, generalized, and fatness-specific BIA equations were cross validated using regression analysis. The Segal fatness-specific equations were modified using a method recommended by Stolarczyk. All of the equations significantly (P < 0.05) underestimated the average reference measure of FFMHW. However, the underestimation of FFM for the modified Segal fatness-specific equation was relatively small (-1.8 kg) and not likely to have much clinical significance. Furthermore, this equation had a high correlation with reference FFMHW (ry,y' = 0.97), low prediction errors (SEE = 2.1 kg; E = 2.7 kg), and accurately estimated the FFM within +/- 3.5 kg for 78% of the individuals in the sample. Thus, we recommend using the modified fatness-specific BIA equation for estimating the FFM of black men.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Cites
DENSITOMETRIC ANALYSIS OF BODY COMPOSITION: REVISION OF SOME QUANTITATIVE ASSUMPTIONS*
Brožek, J., Grande, F., Anderson, J. T., & Keys, A. B. (1963) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1963.tb17079.x · Cited by 2,263 · see citing works
PHYSICAL ACTIVITY ASSESSMENT METHODOLOGY IN THE FIVE-CITY PROJECT1
SALLIS, J. F., HASKELL, W. L., WOOD, P. D., FORTMANN, S. P., ROGERS, T., BLAIR, S. N., & PAFFENBARGER, R. S. (1985) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a113987 · Cited by 1,716 · see citing works
Lean body mass estimation by bioelectrical impedance analysis: a four-site cross-validation study
Segal, K., Van Loan, M., Fitzgerald, P., Hodgdon, A., & Van Itallie, T. (1988) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/47.1.7 · Cited by 881 · see citing works
Bioelectrical impedance analysis: a review of principles and applications.
Kushner, R. (1992) · Journal of the American College of Nutrition · doi:10.1080/07315724.1992.12098245 · Cited by 666 · see citing works
Reassessment of body mass indices
Smalley, K., Knerr, A., Kendrick, Z., Colliver, J., & Owen, O. (1990) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/52.3.405 · Cited by 306 · see citing works
Womersley, J., & Durnin, J. V. G. A. (1977) · British Journal Of Nutrition · doi:10.1079/bjn19770088 · Cited by 291 · see citing works
Effect of obesity on bioelectrical impedance
Gray, D. S., Bray, G. A., Gemayel, N. S., & Kaplan, K. (1989) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/50.2.255 · Cited by 291 · see citing works
Density of lean body mass is greater in blacks than in whites
Schutte, J. E., Townsend, E. J., Hugg, J., Shoup, R. F., Malina, R. M., & Blomqvist, C. G. (1984) · Journal of Applied Physiology · doi:10.1152/jappl.1984.56.6.1647 · Cited by 274 · see citing works
Densities of Bones of White and Negro Skeletons
Trotter, M., Broman, G. E., & Peterson, R. R. (1960) · Journal of Bone and Joint Surgery · doi:10.2106/00004623-196042010-00005 · Cited by 271 · see citing works
Further simplification of a method for determination of residual lung volume
Wilmore, J. H., Vodak, P. A., Parr, R. B., Girandola, R. N., & BILLING, J. E. (1980) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-198023000-00016 · Cited by 236 · see citing works
Factors affecting bioelectrical impedance measurements in humans.
Deurenberg, P., Weststrate, J. A., Paymans, I., & Kooy, K. V. D. (1988) · PubMed · Cited by 143 · see citing works
Bioelectrical impedance analysis: is it a reliable estimator of lean body mass and total body water.
Van Loan, M., & Mayclin, P. L. (1987) · PubMed · Cited by 137 · see citing works
Implications of obesity for cardiovascular disease in blacks: the CARDIA and ARIC studies
Folsom, A., Burke, G. L., Byers, C., Hutchinson, R., HEISS, G. M., Flack, J., Jacobs, D. R., & Caan, B. J. (1991) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/53.6.1604s · Cited by 127 · see citing works
Bioelectric Impedance for Body Composition
Baumgartner, R., Chumlea, C., & Roche, A. F. (1990) · Exercise and Sport Sciences Reviews · doi:10.1249/00003677-199001000-00009 · Cited by 113 · see citing works
Stolarczyk, L., Heyward, V., Hicks, V., & Baumgartner, R. (1994) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/59.5.964 · Cited by 79 · see citing works
Self-citationBody composition in Pima Indians: validation of bioelectrical resistance
Rising, R., Swinburn, B., Larson, K., & Ravussin, E. (1991) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/53.3.594 · Cited by 77 · see citing works
The weight of the dry fat‐free skeleton of American Whites and Negroes
Seale, R. U. (1959) · American Journal of Physical Anthropology · doi:10.1002/ajpa.1330170106 · Cited by 58 · see citing works
Comparison of Four Methods to Assess Body Composition in Black and White Athletes
Hortobágyi, T., Israel, R. G., Houmard, J. A., O'Brien, K. F., Johns, R. A., & Wells, J. M. (1992) · International Journal of Sport Nutrition · doi:10.1123/ijsn.2.1.60 · Cited by 47 · see citing works
Trials to Criteria for Hydrostatic Weighing at Residual Volume
Bonge, D., & Donnelly, J. E. (1989) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.1989.10607433 · Cited by 30 · see citing works
Prediction of body density from skinfolds in black and white young men.
Vickery, S. R., Cureton, K. J., & Collins, M. A. (1988) · PubMed · Cited by 23 · see citing works
Bioelectrical-impedance analysis as a measure of body composition in a West Indian population
Young, R. E., & Sinha, D. (1992) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/55.6.1045 · Cited by 21 · see citing works
COUNTERIMMUNOELECTROPHORESIS IN DIAGNOSIS OF HYDATID DISEASE
Pinon, J. M. (1976) · The Lancet · doi:10.1016/s0140-6736(76)91447-1 · Cited by 19 · see citing works
CLARK, R. R., KUTA, J. M., & SULLIVAN, J. C. (1994) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.1994.10762204 · Cited by 16 · see citing works
909 BIOIMPEDANCE (B1) ESTIMATION OF FAT FREE MASS IN BLACK AND WHITE WOMEN
Stokes, T., FACSM, W. E. S., Morgan, A. L., et al. (1993) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-199305001-00911 · Cited by 3 · see citing works
Estimation of Body Composition in Black Adolescent Male Athletes
Thorland, W., Johnson, G. O., & Housh, T. J. (1993) · Pediatric Exercise Science · doi:10.1123/pes.5.2.116 · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 8
- Bland, 1986, Lancet, 307, 310
- Cohn, 1977, Am J Physiol, 232, E419
- Deurenberg, 1988, Eur J Clin Nutr, 42, 1017
- Motley, 1957, Am Rev Tuberculosis Pulm Dis, 76, 601
- Stout, 1994, J Strength Condit Res, 8, 243
- Van Loan, 1987, Hum Biol, 59, 299
- Vickery, 1988, Hum Biol, 60, 135
- Wilmore, 1980, Med Sci Sports Exerc, 12, 216
Cited by
Sorted by citations
Measures of body composition in blacks and whites: a comparative review
Wagner, D. R., & Heyward, V. H. (2000) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/71.6.1392 · Cited by 397 · see citing works
Self-citationResults of go girls: a weight control program for overweight African-American adolescent females.
Resnicow, K., Taylor, R., Baskin, M., & Mccarty, F. (2005) · Obesity Research · doi:10.1038/oby.2005.212 · Cited by 206 · see citing works
Ellis, K. J., Bell, S. J., Chertow, G. M., Chumlea, W. C., Knox, T. A., Kotler, D. P., Lukaski, H. C., & Schoeller, D. A. (1999) · Nutrition · doi:10.1016/s0899-9007(99)00147-1 · Cited by 203 · see citing works
Comparison of Methods to Assess Body Composition Changes during a Period of Weight Loss
Frisard, M. I., Greenway, F. L., & DeLany, J. P. (2005) · Obesity Research · doi:10.1038/oby.2005.97 · Cited by 153 · see citing works
Practical Body Composition Assessment for Children, Adults, and Older Adults
Heyward, V. H. (1998) · International Journal of Sport Nutrition · doi:10.1123/ijsn.8.3.285 · Cited by 96 · see citing works
Self-citationYancey, A. K., McCarthy, W. J., Harrison, G. G., Wong, W. K., Siegel, J. M., & Leslie, J. (2006) · Journal of Women's Health · doi:10.1089/jwh.2006.15.412 · Cited by 85 · see citing works
Validity of Body-Composition Methods across Racial and Ethnic Populations
Blue, M. N. M., Tinsley, G. M., Ryan, E. D., & Smith-Ryan, A. E. (2021) · Advances in Nutrition · doi:10.1093/advances/nmab016 · Cited by 71 · see citing works
Meckling, K. A., Gauthier, M., Grubb, R., & Sanford, J. (2002) · Canadian Journal of Physiology and Pharmacology · doi:10.1139/y02-140 · Cited by 68 · see citing works
“The appropriateness of the BIA for estimating body fat has been demonstrated by several investigators comparing this method with multiple others including isotopic dilution, dual X-ray absorptiometry, and underwater weighing (Erselcan et al. 2000; Gonzalez et al. 2002; Tyrrell et al. 2001; Wagner et al. 1997; Wang et…”
MethodMullie, P., Vansant, G., Hulens, M., Clarys, P., & Degrave, E. (2008) · Military Medicine · doi:10.7205/milmed.173.3.266 · Cited by 56 · see citing works
Electrical resistivity of the upper arm and leg yields good estimates of whole body fat
Biggs, J., Cha, K., & Horch, K. (2001) · Physiological Measurement · doi:10.1088/0967-3334/22/2/308 · Cited by 31 · see citing works
Daily hunger sensation and body compartments: II. Their relationships in obese patients
Cugini, P., Salandri, A., Cilli, M., Ceccotti, P., Marzo, A. D., Rodio, A., Fontana, S., Pellegrino, A. M., Francesco, G. P. D., Coda, S., et al. (1999) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/bf03339722 · Cited by 14 · see citing works
Comparison of body composition assessment among lean black and white male collegiate athletes
Nindl, B. C., Kraemer, W. J., EMMERT, W. H., MAZZETTI, S. A., Gotshalk, L. A., Putukian, M., Sebastianelli, W. J., & Patton, J. F. (1998) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199805000-00020 · Cited by 13 · see citing works
Measuring body composition: a landmark of quality control for nutritional support services
Pichard, C., Genton, L., & Jolliet, P. (2000) · Current Opinion in Clinical Nutrition & Metabolic Care · doi:10.1097/00075197-200007000-00007 · Cited by 12 · see citing works
Assessing Body Composition of Adults with Diabetes
Stolarczyk, L. M., & Heyward, V. H. (1999) · Diabetes Technology & Therapeutics · doi:10.1089/152091599317206 · Cited by 4 · see citing works
Self-citationNutrition Assessment in Chronic Kidney Disease
Chumlea, W. C., Cockram, D. B., Dwyer, J. T., et al. (2008) · Nutrition and Health · doi:10.1007/978-1-59745-032-4_4 · Cited by 4 · see citing works
Brock, D. W., Nieman, D. C., Utter, A. C., Harris, G., & Rossi, S. J. (2001) · Sports medicine, training, and rehabilitation/Sports medicine, training and rehabilitation · doi:10.1080/15438620109512100 · Cited by 3 · see citing works
“Published studies regarding the tetrapolar BIA system have been mixed, some supporting the ability of BIA to determine FFM and body fat percent [9], accurately and reports indicate there is an over- or under-estimation of these measurements [10,11] compared with underwater weighing (UW) and dual-energy X-ray absorptio…”
ResultCugini, P., Salandri, A., Celli, V., Luparini, R. L., Rosa, R. D., & Marigliano, V. (2002) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/bf03327455 · Cited by 2 · see citing works
Abdominal Adiposity in Collegiate Football Linemen: A Study of Race and Position
Blue, M. N. M., Hirsch, K. R., Brewer, G. J., et al. (2021) · International Journal of Sports Medicine · doi:10.1055/a-1518-8003 · Cited by 1 · see citing works
“All participants identified with only one race (Black or White), with the exception of one participant who identified as two or more races (Black and White); following similar procedures to previous literature, this participant was classified as Black for analysis [22, 23].”
MethodHarlow, H. F., Tinker, D. B., Erwin, J., Grogan, R. G., Beck, T., & Kiel, J. (1996) · The UW National Parks Service Research Station Annual Reports · doi:10.13001/uwnpsrc.1996.3267 · Cited by 1 · see citing works
Acharya, S. D. (2010) · D-Scholarship@Pitt (University of Pittsburgh)
The “How” and “Why” of Body Composition Assessment (Adults)
Czerwinski, S. A., & Chumlea, W. C. (2013) · CRC Press eBooks · doi:10.1201/b15294-42
The How and Why of Body Composition Assessment in Adults
Loan, M. V., Chumlea, W. C., & Remsberg, K. E. (2007) · CRC Press eBooks · doi:10.1201/9781420008890.ch32
- Authors
- WAGNER, D. R., HEYWARD, V. H., KOCINA, P. S., STOLARCZYK, L. M., & WILSON, W. L.
- Affiliations
- University of New Mexico (US)
- ORCID
- WAGNER, DALE R.
- Venue
- Medicine & Science in Sports & Exercise
- Published
- 1997-07
- Volume
- 29
- Issue
- 7
- Pages
- 969-974
- ISSN
- 0195-9131 (ISSN-L)
- OpenAlex
- W2034936811
- Cited by
- 23
- References
- 25
- Citations by year
- 2021: 2 · 2016: 1 · 2013: 1
- FWCI
- 1.35
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Medicine & Science in Sports & Exercise (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Physiology › Body Composition Measurement Techniques
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electrical and Bioimpedance Tomography
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Keywords
- bioelectrical impedance analysis, fat-free mass, Black men, underestimation, prediction accuracy, hydrostatic weighing, body composition, resistance and reactance
- MeSH terms
- Adult, Body Composition, Densitometry, Humans, Male, Mathematical Computing, Middle Aged, Reproducibility of Results, Electric Impedance
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review